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Background

Haiti is a island state in the Caribbean sea. It has four administrative levels where the 3rd level is used to emphasize the data through out this article. The 3rd administrative level contains 134 areas. For this article the extended area around Cap Haïtien and l’Acul-du-Nord has been explored as depicted in @fig-northern-area.

Used datasets

okap

as_tibble(okap)
#> # A tibble: 198 × 20
#>    neighborho name       sup_km2 cte   qlty_water qty_water health_car schooling
#>         <dbl> <chr>        <dbl> <chr>      <dbl>     <dbl>      <dbl>     <dbl>
#>  1         10 Blue Hills   2.47  ctec…       2.06      3.42       4.16      3.10
#>  2         21 Carénage     0.961 ctec…       1.5       3.5        4.43      4.14
#>  3         37 Anba Sali…   0.390 ctec…       3.5       2.7        3.5       3.7 
#>  4         53 Centre-Vi…   0.268 ctem…      NA        NA         NA        NA   
#>  5         60 Artibopla…   0.578 ctem…      NA        NA         NA        NA   
#>  6        279 Charrier     0.414 ctec…       1.75      3.5        4         3.33
#>  7        187 Village N…   0.599 ctec…      NA        NA         NA        NA   
#>  8        198 Quartier …   2.95  ctec…      NA        NA         NA        NA   
#>  9        238 Bel Air      0.693 ctec…       1.93      4          5.79      3.21
#> 10        282 Babiole      0.928 ctec…       1.63      3.59       4.5       3.26
#> # ℹ 188 more rows
#> # ℹ 12 more variables: transport <dbl>, economy <chr>, ranking <dbl>,
#> #   sup_bati <dbl>, density <fct>, aptitude <chr>, zoning <chr>, latrine <chr>,
#> #   standing <chr>, density_ra <dbl>, economy_nu <dbl>, geometry <POLYGON [m]>

mwater

as_tibble(mwater)
#> # A tibble: 1,849 × 7
#>    latitude longitude administra              type  date_added          datasets
#>       <dbl>     <dbl> <chr>                   <chr> <dttm>              <chr>   
#>  1     19.7     -72.2 3e Section Genipailler… Bore… 2020-07-28 02:34:00 Inventa…
#>  2     19.7     -72.2 3e Section Genipailler… Prot… 2016-10-25 10:57:00 FRAPE (…
#>  3     19.7     -72.2 3e Section Genipailler… Bore… 2016-10-27 15:15:00 FRAPE (…
#>  4     19.7     -72.2 3e Section Genipailler… Bore… 2016-10-25 10:57:00 FRAPE (…
#>  5     19.7     -72.2 3e Section Genipailler… Bore… 2020-07-28 02:34:00 Inventa…
#>  6     19.7     -72.2 3e Section Genipailler… Other 2021-09-30 19:37:00 NA      
#>  7     19.7     -72.2 3e Section Genipailler… Prot… 2016-10-27 15:15:00 FRAPE (…
#>  8     19.7     -72.2 3e Section Genipailler… Bore… 2016-10-25 10:57:00 FRAPE (…
#>  9     19.7     -72.2 1re Section Basse Plai… Bore… 2020-07-28 02:34:00 Inventa…
#> 10     19.7     -72.2 3e Section Petit Anse,… Bore… 2020-07-28 02:34:00 Inventa…
#> # ℹ 1,839 more rows
#> # ℹ 1 more variable: geometry <MULTIPOINT [m]>

Haiti 3rd level administrative areas haiti_adm3

as_tibble(haiti_adm3)
#> # A tibble: 134 × 16
#>     ID_0 ISO   NAME_0  ID_1 NAME_1  ID_2 NAME_2   ID_3 NAME_3 CCN_3 CCA_3 TYPE_3
#>    <dbl> <chr> <chr>  <dbl> <chr>  <dbl> <chr>   <dbl> <chr>  <dbl> <chr> <chr> 
#>  1    99 HTI   Haiti      1 Centre     1 Cerca …     1 Cerca…     0 NA    Commu…
#>  2    99 HTI   Haiti      1 Centre     1 Cerca …     2 Thoma…     0 NA    Commu…
#>  3    99 HTI   Haiti      1 Centre     2 Hinche      3 Cerca…     0 NA    Commu…
#>  4    99 HTI   Haiti      1 Centre     2 Hinche      4 Hinche     0 NA    Commu…
#>  5    99 HTI   Haiti      1 Centre     2 Hinche      5 Maïss…     0 NA    Commu…
#>  6    99 HTI   Haiti      1 Centre     2 Hinche      6 Thomo…     0 NA    Commu…
#>  7    99 HTI   Haiti      1 Centre     3 Lascah…     7 Bella…     0 NA    Commu…
#>  8    99 HTI   Haiti      1 Centre     3 Lascah…     8 Lasca…     0 NA    Commu…
#>  9    99 HTI   Haiti      1 Centre     3 Lascah…     9 Savan…     0 NA    Commu…
#> 10    99 HTI   Haiti      1 Centre     4 Mireba…    10 Bouca…     0 NA    Commu…
#> # ℹ 124 more rows
#> # ℹ 4 more variables: ENGTYPE_3 <chr>, NL_NAME_3 <chr>, VARNAME_3 <chr>,
#> #   geometry <MULTIPOLYGON [°]>